<!DOCTYPE html>
<html>
<head>
<meta charset="UTF-8">
<title>[]</title>
<style type="text/css">
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table{max-width:100%;background-color:transparent;border-collapse:collapse;border-spacing:0;}
.table{width:100%;margin-bottom:20px;}.table th,.table td{padding:8px;line-height:20px;text-align:left;vertical-align:top;border-top:1px solid #dddddd;}
.table th{font-weight:bold;}
.table thead th{vertical-align:bottom;}
.table caption+thead tr:first-child th,.table caption+thead tr:first-child td,.table colgroup+thead tr:first-child th,.table colgroup+thead tr:first-child td,.table thead:first-child tr:first-child th,.table thead:first-child tr:first-child td{border-top:0;}
.table tbody+tbody{border-top:2px solid #dddddd;}
.table .table{background-color:#ffffff;}
.table-condensed th,.table-condensed td{padding:4px 5px;}
.table-bordered{border:1px solid #dddddd;border-collapse:separate;*border-collapse:collapse;border-left:0;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}.table-bordered th,.table-bordered td{border-left:1px solid #dddddd;}
.table-bordered caption+thead tr:first-child th,.table-bordered caption+tbody tr:first-child th,.table-bordered caption+tbody tr:first-child td,.table-bordered colgroup+thead tr:first-child th,.table-bordered colgroup+tbody tr:first-child th,.table-bordered colgroup+tbody tr:first-child td,.table-bordered thead:first-child tr:first-child th,.table-bordered tbody:first-child tr:first-child th,.table-bordered tbody:first-child tr:first-child td{border-top:0;}
.table-bordered thead:first-child tr:first-child>th:first-child,.table-bordered tbody:first-child tr:first-child>td:first-child,.table-bordered tbody:first-child tr:first-child>th:first-child{-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;}
.table-bordered thead:first-child tr:first-child>th:last-child,.table-bordered tbody:first-child tr:first-child>td:last-child,.table-bordered tbody:first-child tr:first-child>th:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;}
.table-bordered thead:last-child tr:last-child>th:first-child,.table-bordered tbody:last-child tr:last-child>td:first-child,.table-bordered tbody:last-child tr:last-child>th:first-child,.table-bordered tfoot:last-child tr:last-child>td:first-child,.table-bordered tfoot:last-child tr:last-child>th:first-child{-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px;}
.table-bordered thead:last-child tr:last-child>th:last-child,.table-bordered tbody:last-child tr:last-child>td:last-child,.table-bordered tbody:last-child tr:last-child>th:last-child,.table-bordered tfoot:last-child tr:last-child>td:last-child,.table-bordered tfoot:last-child tr:last-child>th:last-child{-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px;}
.table-bordered tfoot+tbody:last-child tr:last-child td:first-child{-webkit-border-bottom-left-radius:0;-moz-border-radius-bottomleft:0;border-bottom-left-radius:0;}
.table-bordered tfoot+tbody:last-child tr:last-child td:last-child{-webkit-border-bottom-right-radius:0;-moz-border-radius-bottomright:0;border-bottom-right-radius:0;}
.table-bordered caption+thead tr:first-child th:first-child,.table-bordered caption+tbody tr:first-child td:first-child,.table-bordered colgroup+thead tr:first-child th:first-child,.table-bordered colgroup+tbody tr:first-child td:first-child{-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;}
.table-bordered caption+thead tr:first-child th:last-child,.table-bordered caption+tbody tr:first-child td:last-child,.table-bordered colgroup+thead tr:first-child th:last-child,.table-bordered colgroup+tbody tr:first-child td:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;}
.table-striped tbody>tr:nth-child(odd)>td,.table-striped tbody>tr:nth-child(odd)>th{background-color:#f9f9f9;}
.table-hover tbody tr:hover>td,.table-hover tbody tr:hover>th{background-color:#f5f5f5;}
table td[class*="span"],table th[class*="span"],.row-fluid table td[class*="span"],.row-fluid table th[class*="span"]{display:table-cell;float:none;margin-left:0;}
.table td.span1,.table th.span1{float:none;width:44px;margin-left:0;}
.table td.span2,.table th.span2{float:none;width:124px;margin-left:0;}
.table td.span3,.table th.span3{float:none;width:204px;margin-left:0;}
.table td.span4,.table th.span4{float:none;width:284px;margin-left:0;}
.table td.span5,.table th.span5{float:none;width:364px;margin-left:0;}
.table td.span6,.table th.span6{float:none;width:444px;margin-left:0;}
.table td.span7,.table th.span7{float:none;width:524px;margin-left:0;}
.table td.span8,.table th.span8{float:none;width:604px;margin-left:0;}
.table td.span9,.table th.span9{float:none;width:684px;margin-left:0;}
.table td.span10,.table th.span10{float:none;width:764px;margin-left:0;}
.table td.span11,.table th.span11{float:none;width:844px;margin-left:0;}
.table td.span12,.table th.span12{float:none;width:924px;margin-left:0;}
.table tbody tr.success>td{background-color:#dff0d8;}
.table tbody tr.error>td{background-color:#f2dede;}
.table tbody tr.warning>td{background-color:#fcf8e3;}
.table tbody tr.info>td{background-color:#d9edf7;}
.table-hover tbody tr.success:hover>td{background-color:#d0e9c6;}
.table-hover tbody tr.error:hover>td{background-color:#ebcccc;}
.table-hover tbody tr.warning:hover>td{background-color:#faf2cc;}
.table-hover tbody tr.info:hover>td{background-color:#c4e3f3;}
[class^="icon-"],[class*=" icon-"]{display:inline-block;width:14px;height:14px;*margin-right:.3em;line-height:14px;vertical-align:text-top;background-image:url("../img/glyphicons-halflings.png");background-position:14px 14px;background-repeat:no-repeat;margin-top:1px;}
.icon-white,.nav-pills>.active>a>[class^="icon-"],.nav-pills>.active>a>[class*=" icon-"],.nav-list>.active>a>[class^="icon-"],.nav-list>.active>a>[class*=" icon-"],.navbar-inverse .nav>.active>a>[class^="icon-"],.navbar-inverse .nav>.active>a>[class*=" icon-"],.dropdown-menu>li>a:hover>[class^="icon-"],.dropdown-menu>li>a:focus>[class^="icon-"],.dropdown-menu>li>a:hover>[class*=" icon-"],.dropdown-menu>li>a:focus>[class*=" icon-"],.dropdown-menu>.active>a>[class^="icon-"],.dropdown-menu>.active>a>[class*=" icon-"],.dropdown-submenu:hover>a>[class^="icon-"],.dropdown-submenu:focus>a>[class^="icon-"],.dropdown-submenu:hover>a>[class*=" icon-"],.dropdown-submenu:focus>a>[class*=" icon-"]{background-image:url("../img/glyphicons-halflings-white.png");}
.icon-glass{background-position:0 0;}
.icon-music{background-position:-24px 0;}
.icon-search{background-position:-48px 0;}
.icon-envelope{background-position:-72px 0;}
.icon-heart{background-position:-96px 0;}
.icon-star{background-position:-120px 0;}
.icon-star-empty{background-position:-144px 0;}
.icon-user{background-position:-168px 0;}
.icon-film{background-position:-192px 0;}
.icon-th-large{background-position:-216px 0;}
.icon-th{background-position:-240px 0;}
.icon-th-list{background-position:-264px 0;}
.icon-ok{background-position:-288px 0;}
.icon-remove{background-position:-312px 0;}
.icon-zoom-in{background-position:-336px 0;}
.icon-zoom-out{background-position:-360px 0;}
.icon-off{background-position:-384px 0;}
.icon-signal{background-position:-408px 0;}
.icon-cog{background-position:-432px 0;}
.icon-trash{background-position:-456px 0;}
.icon-home{background-position:0 -24px;}
.icon-file{background-position:-24px -24px;}
.icon-time{background-position:-48px -24px;}
.icon-road{background-position:-72px -24px;}
.icon-download-alt{background-position:-96px -24px;}
.icon-download{background-position:-120px -24px;}
.icon-upload{background-position:-144px -24px;}
.icon-inbox{background-position:-168px -24px;}
.icon-play-circle{background-position:-192px -24px;}
.icon-repeat{background-position:-216px -24px;}
.icon-refresh{background-position:-240px -24px;}
.icon-list-alt{background-position:-264px -24px;}
.icon-lock{background-position:-287px -24px;}
.icon-flag{background-position:-312px -24px;}
.icon-headphones{background-position:-336px -24px;}
.icon-volume-off{background-position:-360px -24px;}
.icon-volume-down{background-position:-384px -24px;}
.icon-volume-up{background-position:-408px -24px;}
.icon-qrcode{background-position:-432px -24px;}
.icon-barcode{background-position:-456px -24px;}
.icon-tag{background-position:0 -48px;}
.icon-tags{background-position:-25px -48px;}
.icon-book{background-position:-48px -48px;}
.icon-bookmark{background-position:-72px -48px;}
.icon-print{background-position:-96px -48px;}
.icon-camera{background-position:-120px -48px;}
.icon-font{background-position:-144px -48px;}
.icon-bold{background-position:-167px -48px;}
.icon-italic{background-position:-192px -48px;}
.icon-text-height{background-position:-216px -48px;}
.icon-text-width{background-position:-240px -48px;}
.icon-align-left{background-position:-264px -48px;}
.icon-align-center{background-position:-288px -48px;}
.icon-align-right{background-position:-312px -48px;}
.icon-align-justify{background-position:-336px -48px;}
.icon-list{background-position:-360px -48px;}
.icon-indent-left{background-position:-384px -48px;}
.icon-indent-right{background-position:-408px -48px;}
.icon-facetime-video{background-position:-432px -48px;}
.icon-picture{background-position:-456px -48px;}
.icon-pencil{background-position:0 -72px;}
.icon-map-marker{background-position:-24px -72px;}
.icon-adjust{background-position:-48px -72px;}
.icon-tint{background-position:-72px -72px;}
.icon-edit{background-position:-96px -72px;}
.icon-share{background-position:-120px -72px;}
.icon-check{background-position:-144px -72px;}
.icon-move{background-position:-168px -72px;}
.icon-step-backward{background-position:-192px -72px;}
.icon-fast-backward{background-position:-216px -72px;}
.icon-backward{background-position:-240px -72px;}
.icon-play{background-position:-264px -72px;}
.icon-pause{background-position:-288px -72px;}
.icon-stop{background-position:-312px -72px;}
.icon-forward{background-position:-336px -72px;}
.icon-fast-forward{background-position:-360px -72px;}
.icon-step-forward{background-position:-384px -72px;}
.icon-eject{background-position:-408px -72px;}
.icon-chevron-left{background-position:-432px -72px;}
.icon-chevron-right{background-position:-456px -72px;}
.icon-plus-sign{background-position:0 -96px;}
.icon-minus-sign{background-position:-24px -96px;}
.icon-remove-sign{background-position:-48px -96px;}
.icon-ok-sign{background-position:-72px -96px;}
.icon-question-sign{background-position:-96px -96px;}
.icon-info-sign{background-position:-120px -96px;}
.icon-screenshot{background-position:-144px -96px;}
.icon-remove-circle{background-position:-168px -96px;}
.icon-ok-circle{background-position:-192px -96px;}
.icon-ban-circle{background-position:-216px -96px;}
.icon-arrow-left{background-position:-240px -96px;}
.icon-arrow-right{background-position:-264px -96px;}
.icon-arrow-up{background-position:-289px -96px;}
.icon-arrow-down{background-position:-312px -96px;}
.icon-share-alt{background-position:-336px -96px;}
.icon-resize-full{background-position:-360px -96px;}
.icon-resize-small{background-position:-384px -96px;}
.icon-plus{background-position:-408px -96px;}
.icon-minus{background-position:-433px -96px;}
.icon-asterisk{background-position:-456px -96px;}
.icon-exclamation-sign{background-position:0 -120px;}
.icon-gift{background-position:-24px -120px;}
.icon-leaf{background-position:-48px -120px;}
.icon-fire{background-position:-72px -120px;}
.icon-eye-open{background-position:-96px -120px;}
.icon-eye-close{background-position:-120px -120px;}
.icon-warning-sign{background-position:-144px -120px;}
.icon-plane{background-position:-168px -120px;}
.icon-calendar{background-position:-192px -120px;}
.icon-random{background-position:-216px -120px;width:16px;}
.icon-comment{background-position:-240px -120px;}
.icon-magnet{background-position:-264px -120px;}
.icon-chevron-up{background-position:-288px -120px;}
.icon-chevron-down{background-position:-313px -119px;}
.icon-retweet{background-position:-336px -120px;}
.icon-shopping-cart{background-position:-360px -120px;}
.icon-folder-close{background-position:-384px -120px;width:16px;}
.icon-folder-open{background-position:-408px -120px;width:16px;}
.icon-resize-vertical{background-position:-432px -119px;}
.icon-resize-horizontal{background-position:-456px -118px;}
.icon-hdd{background-position:0 -144px;}
.icon-bullhorn{background-position:-24px -144px;}
.icon-bell{background-position:-48px -144px;}
.icon-certificate{background-position:-72px -144px;}
.icon-thumbs-up{background-position:-96px -144px;}
.icon-thumbs-down{background-position:-120px -144px;}
.icon-hand-right{background-position:-144px -144px;}
.icon-hand-left{background-position:-168px -144px;}
.icon-hand-up{background-position:-192px -144px;}
.icon-hand-down{background-position:-216px -144px;}
.icon-circle-arrow-right{background-position:-240px -144px;}
.icon-circle-arrow-left{background-position:-264px -144px;}
.icon-circle-arrow-up{background-position:-288px -144px;}
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.icon-globe{background-position:-336px -144px;}
.icon-wrench{background-position:-360px -144px;}
.icon-tasks{background-position:-384px -144px;}
.icon-filter{background-position:-408px -144px;}
.icon-briefcase{background-position:-432px -144px;}
.icon-fullscreen{background-position:-456px -144px;}
.dropup,.dropdown{position:relative;}
.dropdown-toggle{*margin-bottom:-3px;}
.dropdown-toggle:active,.open .dropdown-toggle{outline:0;}
.caret{display:inline-block;width:0;height:0;vertical-align:top;border-top:4px solid #000000;border-right:4px solid transparent;border-left:4px solid transparent;content:"";}
.dropdown .caret{margin-top:8px;margin-left:2px;}
.dropdown-menu{position:absolute;top:100%;left:0;z-index:1000;display:none;float:left;min-width:160px;padding:5px 0;margin:2px 0 0;list-style:none;background-color:#ffffff;border:1px solid #ccc;border:1px solid rgba(0, 0, 0, 0.2);*border-right-width:2px;*border-bottom-width:2px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);-moz-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box;}.dropdown-menu.pull-right{right:0;left:auto;}
.dropdown-menu .divider{*width:100%;height:1px;margin:9px 1px;*margin:-5px 0 5px;overflow:hidden;background-color:#e5e5e5;border-bottom:1px solid #ffffff;}
.dropdown-menu>li>a{display:block;padding:3px 20px;clear:both;font-weight:normal;line-height:20px;color:#333333;white-space:nowrap;}
.dropdown-menu>li>a:hover,.dropdown-menu>li>a:focus,.dropdown-submenu:hover>a,.dropdown-submenu:focus>a{text-decoration:none;color:#ffffff;background-color:#0081c2;background-image:-moz-linear-gradient(top, #0088cc, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#0088cc), to(#0077b3));background-image:-webkit-linear-gradient(top, #0088cc, #0077b3);background-image:-o-linear-gradient(top, #0088cc, #0077b3);background-image:linear-gradient(to bottom, #0088cc, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0);}
.dropdown-menu>.active>a,.dropdown-menu>.active>a:hover,.dropdown-menu>.active>a:focus{color:#ffffff;text-decoration:none;outline:0;background-color:#0081c2;background-image:-moz-linear-gradient(top, #0088cc, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#0088cc), to(#0077b3));background-image:-webkit-linear-gradient(top, #0088cc, #0077b3);background-image:-o-linear-gradient(top, #0088cc, #0077b3);background-image:linear-gradient(to bottom, #0088cc, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0);}
.dropdown-menu>.disabled>a,.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{color:#999999;}
.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{text-decoration:none;background-color:transparent;background-image:none;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);cursor:default;}
.open{*z-index:1000;}.open>.dropdown-menu{display:block;}
.dropdown-backdrop{position:fixed;left:0;right:0;bottom:0;top:0;z-index:990;}
.pull-right>.dropdown-menu{right:0;left:auto;}
.dropup .caret,.navbar-fixed-bottom .dropdown .caret{border-top:0;border-bottom:4px solid #000000;content:"";}
.dropup .dropdown-menu,.navbar-fixed-bottom .dropdown .dropdown-menu{top:auto;bottom:100%;margin-bottom:1px;}
.dropdown-submenu{position:relative;}
.dropdown-submenu>.dropdown-menu{top:0;left:100%;margin-top:-6px;margin-left:-1px;-webkit-border-radius:0 6px 6px 6px;-moz-border-radius:0 6px 6px 6px;border-radius:0 6px 6px 6px;}
.dropdown-submenu:hover>.dropdown-menu{display:block;}
.dropup .dropdown-submenu>.dropdown-menu{top:auto;bottom:0;margin-top:0;margin-bottom:-2px;-webkit-border-radius:5px 5px 5px 0;-moz-border-radius:5px 5px 5px 0;border-radius:5px 5px 5px 0;}
.dropdown-submenu>a:after{display:block;content:" ";float:right;width:0;height:0;border-color:transparent;border-style:solid;border-width:5px 0 5px 5px;border-left-color:#cccccc;margin-top:5px;margin-right:-10px;}
.dropdown-submenu:hover>a:after{border-left-color:#ffffff;}
.dropdown-submenu.pull-left{float:none;}.dropdown-submenu.pull-left>.dropdown-menu{left:-100%;margin-left:10px;-webkit-border-radius:6px 0 6px 6px;-moz-border-radius:6px 0 6px 6px;border-radius:6px 0 6px 6px;}
.dropdown .dropdown-menu .nav-header{padding-left:20px;padding-right:20px;}
.typeahead{z-index:1051;margin-top:2px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.well{min-height:20px;padding:19px;margin-bottom:20px;background-color:#f5f5f5;border:1px solid #e3e3e3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:inset 0 1px 1px rgba(0, 0, 0, 0.05);-moz-box-shadow:inset 0 1px 1px rgba(0, 0, 0, 0.05);box-shadow:inset 0 1px 1px rgba(0, 0, 0, 0.05);}.well blockquote{border-color:#ddd;border-color:rgba(0, 0, 0, 0.15);}
.well-large{padding:24px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;}
.well-small{padding:9px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px;}
.fade{opacity:0;-webkit-transition:opacity 0.15s linear;-moz-transition:opacity 0.15s linear;-o-transition:opacity 0.15s linear;transition:opacity 0.15s linear;}.fade.in{opacity:1;}
.collapse{position:relative;height:0;overflow:hidden;-webkit-transition:height 0.35s ease;-moz-transition:height 0.35s ease;-o-transition:height 0.35s ease;transition:height 0.35s ease;}.collapse.in{height:auto;}
.close{float:right;font-size:20px;font-weight:bold;line-height:20px;color:#000000;text-shadow:0 1px 0 #ffffff;opacity:0.2;filter:alpha(opacity=20);}.close:hover,.close:focus{color:#000000;text-decoration:none;cursor:pointer;opacity:0.4;filter:alpha(opacity=40);}
button.close{padding:0;cursor:pointer;background:transparent;border:0;-webkit-appearance:none;}
.btn{display:inline-block;*display:inline;*zoom:1;padding:4px 12px;margin-bottom:0;font-size:13px;line-height:20px;text-align:center;vertical-align:middle;cursor:pointer;color:#333333;text-shadow:0 1px 1px rgba(255, 255, 255, 0.75);background-color:#f5f5f5;background-image:-moz-linear-gradient(top, #ffffff, #e6e6e6);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ffffff), to(#e6e6e6));background-image:-webkit-linear-gradient(top, #ffffff, #e6e6e6);background-image:-o-linear-gradient(top, #ffffff, #e6e6e6);background-image:linear-gradient(to bottom, #ffffff, #e6e6e6);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffffffff', endColorstr='#ffe6e6e6', GradientType=0);border-color:#e6e6e6 #e6e6e6 #bfbfbf;border-color:rgba(0, 0, 0, 0.1) rgba(0, 0, 0, 0.1) rgba(0, 0, 0, 0.25);*background-color:#e6e6e6;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);border:1px solid #cccccc;*border:0;border-bottom-color:#b3b3b3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;*margin-left:.3em;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);}.btn:hover,.btn:focus,.btn:active,.btn.active,.btn.disabled,.btn[disabled]{color:#333333;background-color:#e6e6e6;*background-color:#d9d9d9;}
.btn:active,.btn.active{background-color:#cccccc \9;}
.btn:hover,.btn:focus,.btn:active,.btn.active,.btn.disabled,.btn[disabled]{color:#333333;background-color:#e6e6e6;*background-color:#d9d9d9;}
.btn:active,.btn.active{background-color:#cccccc \9;}
.btn:first-child{*margin-left:0;}
.btn:first-child{*margin-left:0;}
.btn:hover,.btn:focus{color:#333333;text-decoration:none;background-position:0 -15px;-webkit-transition:background-position 0.1s linear;-moz-transition:background-position 0.1s linear;-o-transition:background-position 0.1s linear;transition:background-position 0.1s linear;}
.btn:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px;}
.btn.active,.btn:active{background-image:none;outline:0;-webkit-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);}
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.btn-large{padding:11px 19px;font-size:16.25px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;}
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.btn-block+.btn-block{margin-top:5px;}
input[type="submit"].btn-block,input[type="reset"].btn-block,input[type="button"].btn-block{width:100%;}
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.btn-link,.btn-link:active,.btn-link[disabled]{background-color:transparent;background-image:none;-webkit-box-shadow:none;-moz-box-shadow:none;box-shadow:none;}
.btn-link{border-color:transparent;cursor:pointer;color:#0088cc;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0;}
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.btn-group:first-child{*margin-left:0;}
.btn-group+.btn-group{margin-left:5px;}
.btn-toolbar{font-size:0;margin-top:10px;margin-bottom:10px;}.btn-toolbar>.btn+.btn,.btn-toolbar>.btn-group+.btn,.btn-toolbar>.btn+.btn-group{margin-left:5px;}
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.btn-group>.btn+.btn{margin-left:-1px;}
.btn-group>.btn,.btn-group>.dropdown-menu,.btn-group>.popover{font-size:13px;}
.btn-group>.btn-mini{font-size:9.75px;}
.btn-group>.btn-small{font-size:11.049999999999999px;}
.btn-group>.btn-large{font-size:16.25px;}
.btn-group>.btn:first-child{margin-left:0;-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px;}
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.btn-group>.btn+.dropdown-toggle{padding-left:8px;padding-right:8px;-webkit-box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);*padding-top:5px;*padding-bottom:5px;}
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.btn-group>.btn-small+.dropdown-toggle{*padding-top:5px;*padding-bottom:4px;}
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.btn-group.open .btn-info.dropdown-toggle{background-color:#2f96b4;}
.btn-group.open .btn-inverse.dropdown-toggle{background-color:#222222;}
.btn .caret{margin-top:8px;margin-left:0;}
.btn-large .caret{margin-top:6px;}
.btn-large .caret{border-left-width:5px;border-right-width:5px;border-top-width:5px;}
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.dropup .btn-large .caret{border-bottom-width:5px;}
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.alert{padding:8px 35px 8px 14px;margin-bottom:20px;text-shadow:0 1px 0 rgba(255, 255, 255, 0.5);background-color:#fcf8e3;border:1px solid #fbeed5;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
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.alert h4{margin:0;}
.alert .close{position:relative;top:-2px;right:-21px;line-height:20px;}
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.alert-success h4{color:#468847;}
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.alert-danger h4,.alert-error h4{color:#b94a48;}
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.alert-block p+p{margin-top:5px;}
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.modal-footer .btn-block+.btn-block{margin-left:0;}
.tooltip{position:absolute;z-index:1030;display:block;visibility:visible;font-size:11px;line-height:1.4;opacity:0;filter:alpha(opacity=0);}.tooltip.in{opacity:0.8;filter:alpha(opacity=80);}
.tooltip.top{margin-top:-3px;padding:5px 0;}
.tooltip.right{margin-left:3px;padding:0 5px;}
.tooltip.bottom{margin-top:3px;padding:5px 0;}
.tooltip.left{margin-left:-3px;padding:0 5px;}
.tooltip-inner{max-width:200px;padding:8px;color:#ffffff;text-align:center;text-decoration:none;background-color:#000000;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.tooltip-arrow{position:absolute;width:0;height:0;border-color:transparent;border-style:solid;}
.tooltip.top .tooltip-arrow{bottom:0;left:50%;margin-left:-5px;border-width:5px 5px 0;border-top-color:#000000;}
.tooltip.right .tooltip-arrow{top:50%;left:0;margin-top:-5px;border-width:5px 5px 5px 0;border-right-color:#000000;}
.tooltip.left .tooltip-arrow{top:50%;right:0;margin-top:-5px;border-width:5px 0 5px 5px;border-left-color:#000000;}
.tooltip.bottom .tooltip-arrow{top:0;left:50%;margin-left:-5px;border-width:0 5px 5px;border-bottom-color:#000000;}
.popover{position:absolute;top:0;left:0;z-index:1010;display:none;max-width:276px;padding:1px;text-align:left;background-color:#ffffff;-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0, 0, 0, 0.2);-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);-moz-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);white-space:normal;}.popover.top{margin-top:-10px;}
.popover.right{margin-left:10px;}
.popover.bottom{margin-top:10px;}
.popover.left{margin-left:-10px;}
.popover-title{margin:0;padding:8px 14px;font-size:14px;font-weight:normal;line-height:18px;background-color:#f7f7f7;border-bottom:1px solid #ebebeb;-webkit-border-radius:5px 5px 0 0;-moz-border-radius:5px 5px 0 0;border-radius:5px 5px 0 0;}.popover-title:empty{display:none;}
.popover-content{padding:9px 14px;}
.popover .arrow,.popover .arrow:after{position:absolute;display:block;width:0;height:0;border-color:transparent;border-style:solid;}
.popover .arrow{border-width:11px;}
.popover .arrow:after{border-width:10px;content:"";}
.popover.top .arrow{left:50%;margin-left:-11px;border-bottom-width:0;border-top-color:#999;border-top-color:rgba(0, 0, 0, 0.25);bottom:-11px;}.popover.top .arrow:after{bottom:1px;margin-left:-10px;border-bottom-width:0;border-top-color:#ffffff;}
.popover.right .arrow{top:50%;left:-11px;margin-top:-11px;border-left-width:0;border-right-color:#999;border-right-color:rgba(0, 0, 0, 0.25);}.popover.right .arrow:after{left:1px;bottom:-10px;border-left-width:0;border-right-color:#ffffff;}
.popover.bottom .arrow{left:50%;margin-left:-11px;border-top-width:0;border-bottom-color:#999;border-bottom-color:rgba(0, 0, 0, 0.25);top:-11px;}.popover.bottom .arrow:after{top:1px;margin-left:-10px;border-top-width:0;border-bottom-color:#ffffff;}
.popover.left .arrow{top:50%;right:-11px;margin-top:-11px;border-right-width:0;border-left-color:#999;border-left-color:rgba(0, 0, 0, 0.25);}.popover.left .arrow:after{right:1px;border-right-width:0;border-left-color:#ffffff;bottom:-10px;}
.thumbnails{margin-left:-20px;list-style:none;*zoom:1;}.thumbnails:before,.thumbnails:after{display:table;content:"";line-height:0;}
.thumbnails:after{clear:both;}
.thumbnails:before,.thumbnails:after{display:table;content:"";line-height:0;}
.thumbnails:after{clear:both;}
.row-fluid .thumbnails{margin-left:0;}
.thumbnails>li{float:left;margin-bottom:20px;margin-left:20px;}
.thumbnail{display:block;padding:4px;line-height:20px;border:1px solid #ddd;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:0 1px 3px rgba(0, 0, 0, 0.055);-moz-box-shadow:0 1px 3px rgba(0, 0, 0, 0.055);box-shadow:0 1px 3px rgba(0, 0, 0, 0.055);-webkit-transition:all 0.2s ease-in-out;-moz-transition:all 0.2s ease-in-out;-o-transition:all 0.2s ease-in-out;transition:all 0.2s ease-in-out;}
a.thumbnail:hover,a.thumbnail:focus{border-color:#0088cc;-webkit-box-shadow:0 1px 4px rgba(0, 105, 214, 0.25);-moz-box-shadow:0 1px 4px rgba(0, 105, 214, 0.25);box-shadow:0 1px 4px rgba(0, 105, 214, 0.25);}
.thumbnail>img{display:block;max-width:100%;margin-left:auto;margin-right:auto;}
.thumbnail .caption{padding:9px;color:#555555;}
.media,.media-body{overflow:hidden;*overflow:visible;zoom:1;}
.media,.media .media{margin-top:15px;}
.media:first-child{margin-top:0;}
.media-object{display:block;}
.media-heading{margin:0 0 5px;}
.media>.pull-left{margin-right:10px;}
.media>.pull-right{margin-left:10px;}
.media-list{margin-left:0;list-style:none;}
.label,.badge{display:inline-block;padding:2px 4px;font-size:10.998px;font-weight:bold;line-height:14px;color:#ffffff;vertical-align:baseline;white-space:nowrap;text-shadow:0 -1px 0 rgba(0, 0, 0, 0.25);background-color:#999999;}
.label{-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px;}
.badge{padding-left:9px;padding-right:9px;-webkit-border-radius:9px;-moz-border-radius:9px;border-radius:9px;}
.label:empty,.badge:empty{display:none;}
a.label:hover,a.label:focus,a.badge:hover,a.badge:focus{color:#ffffff;text-decoration:none;cursor:pointer;}
.label-important,.badge-important{background-color:#b94a48;}
.label-important[href],.badge-important[href]{background-color:#953b39;}
.label-warning,.badge-warning{background-color:#f89406;}
.label-warning[href],.badge-warning[href]{background-color:#c67605;}
.label-success,.badge-success{background-color:#468847;}
.label-success[href],.badge-success[href]{background-color:#356635;}
.label-info,.badge-info{background-color:#3a87ad;}
.label-info[href],.badge-info[href]{background-color:#2d6987;}
.label-inverse,.badge-inverse{background-color:#333333;}
.label-inverse[href],.badge-inverse[href]{background-color:#1a1a1a;}
.btn .label,.btn .badge{position:relative;top:-1px;}
.btn-mini .label,.btn-mini .badge{top:0;}
@-webkit-keyframes progress-bar-stripes{from{background-position:40px 0;} to{background-position:0 0;}}@-moz-keyframes progress-bar-stripes{from{background-position:40px 0;} to{background-position:0 0;}}@-ms-keyframes progress-bar-stripes{from{background-position:40px 0;} to{background-position:0 0;}}@-o-keyframes progress-bar-stripes{from{background-position:0 0;} to{background-position:40px 0;}}@keyframes progress-bar-stripes{from{background-position:40px 0;} to{background-position:0 0;}}.progress{overflow:hidden;height:20px;margin-bottom:20px;background-color:#f7f7f7;background-image:-moz-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#f5f5f5), to(#f9f9f9));background-image:-webkit-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-o-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:linear-gradient(to bottom, #f5f5f5, #f9f9f9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff5f5f5', endColorstr='#fff9f9f9', GradientType=0);-webkit-box-shadow:inset 0 1px 2px rgba(0, 0, 0, 0.1);-moz-box-shadow:inset 0 1px 2px rgba(0, 0, 0, 0.1);box-shadow:inset 0 1px 2px rgba(0, 0, 0, 0.1);-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.progress .bar{width:0%;height:100%;color:#ffffff;float:left;font-size:12px;text-align:center;text-shadow:0 -1px 0 rgba(0, 0, 0, 0.25);background-color:#0e90d2;background-image:-moz-linear-gradient(top, #149bdf, #0480be);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#149bdf), to(#0480be));background-image:-webkit-linear-gradient(top, #149bdf, #0480be);background-image:-o-linear-gradient(top, #149bdf, #0480be);background-image:linear-gradient(to bottom, #149bdf, #0480be);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff149bdf', endColorstr='#ff0480be', GradientType=0);-webkit-box-shadow:inset 0 -1px 0 rgba(0, 0, 0, 0.15);-moz-box-shadow:inset 0 -1px 0 rgba(0, 0, 0, 0.15);box-shadow:inset 0 -1px 0 rgba(0, 0, 0, 0.15);-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;-webkit-transition:width 0.6s ease;-moz-transition:width 0.6s ease;-o-transition:width 0.6s ease;transition:width 0.6s ease;}
.progress .bar+.bar{-webkit-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);-moz-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);}
.progress-striped .bar{background-color:#149bdf;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);-webkit-background-size:40px 40px;-moz-background-size:40px 40px;-o-background-size:40px 40px;background-size:40px 40px;}
.progress.active .bar{-webkit-animation:progress-bar-stripes 2s linear infinite;-moz-animation:progress-bar-stripes 2s linear infinite;-ms-animation:progress-bar-stripes 2s linear infinite;-o-animation:progress-bar-stripes 2s linear infinite;animation:progress-bar-stripes 2s linear infinite;}
.progress-danger .bar,.progress .bar-danger{background-color:#dd514c;background-image:-moz-linear-gradient(top, #ee5f5b, #c43c35);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ee5f5b), to(#c43c35));background-image:-webkit-linear-gradient(top, #ee5f5b, #c43c35);background-image:-o-linear-gradient(top, #ee5f5b, #c43c35);background-image:linear-gradient(to bottom, #ee5f5b, #c43c35);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffee5f5b', endColorstr='#ffc43c35', GradientType=0);}
.progress-danger.progress-striped .bar,.progress-striped .bar-danger{background-color:#ee5f5b;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);}
.progress-success .bar,.progress .bar-success{background-color:#5eb95e;background-image:-moz-linear-gradient(top, #62c462, #57a957);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#62c462), to(#57a957));background-image:-webkit-linear-gradient(top, #62c462, #57a957);background-image:-o-linear-gradient(top, #62c462, #57a957);background-image:linear-gradient(to bottom, #62c462, #57a957);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff62c462', endColorstr='#ff57a957', GradientType=0);}
.progress-success.progress-striped .bar,.progress-striped .bar-success{background-color:#62c462;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);}
.progress-info .bar,.progress .bar-info{background-color:#4bb1cf;background-image:-moz-linear-gradient(top, #5bc0de, #339bb9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#5bc0de), to(#339bb9));background-image:-webkit-linear-gradient(top, #5bc0de, #339bb9);background-image:-o-linear-gradient(top, #5bc0de, #339bb9);background-image:linear-gradient(to bottom, #5bc0de, #339bb9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff339bb9', GradientType=0);}
.progress-info.progress-striped .bar,.progress-striped .bar-info{background-color:#5bc0de;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);}
.progress-warning .bar,.progress .bar-warning{background-color:#faa732;background-image:-moz-linear-gradient(top, #fbb450, #f89406);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fbb450), to(#f89406));background-image:-webkit-linear-gradient(top, #fbb450, #f89406);background-image:-o-linear-gradient(top, #fbb450, #f89406);background-image:linear-gradient(to bottom, #fbb450, #f89406);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffbb450', endColorstr='#fff89406', GradientType=0);}
.progress-warning.progress-striped .bar,.progress-striped .bar-warning{background-color:#fbb450;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);}
.accordion{margin-bottom:20px;}
.accordion-group{margin-bottom:2px;border:1px solid #e5e5e5;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.accordion-heading{border-bottom:0;}
.accordion-heading .accordion-toggle{display:block;padding:8px 15px;}
.accordion-toggle{cursor:pointer;}
.accordion-inner{padding:9px 15px;border-top:1px solid #e5e5e5;}
.carousel{position:relative;margin-bottom:20px;line-height:1;}
.carousel-inner{overflow:hidden;width:100%;position:relative;}
.carousel-inner>.item{display:none;position:relative;-webkit-transition:0.6s ease-in-out left;-moz-transition:0.6s ease-in-out left;-o-transition:0.6s ease-in-out left;transition:0.6s ease-in-out left;}.carousel-inner>.item>img,.carousel-inner>.item>a>img{display:block;line-height:1;}
.carousel-inner>.active,.carousel-inner>.next,.carousel-inner>.prev{display:block;}
.carousel-inner>.active{left:0;}
.carousel-inner>.next,.carousel-inner>.prev{position:absolute;top:0;width:100%;}
.carousel-inner>.next{left:100%;}
.carousel-inner>.prev{left:-100%;}
.carousel-inner>.next.left,.carousel-inner>.prev.right{left:0;}
.carousel-inner>.active.left{left:-100%;}
.carousel-inner>.active.right{left:100%;}
.carousel-control{position:absolute;top:40%;left:15px;width:40px;height:40px;margin-top:-20px;font-size:60px;font-weight:100;line-height:30px;color:#ffffff;text-align:center;background:#222222;border:3px solid #ffffff;-webkit-border-radius:23px;-moz-border-radius:23px;border-radius:23px;opacity:0.5;filter:alpha(opacity=50);}.carousel-control.right{left:auto;right:15px;}
.carousel-control:hover,.carousel-control:focus{color:#ffffff;text-decoration:none;opacity:0.9;filter:alpha(opacity=90);}
.carousel-indicators{position:absolute;top:15px;right:15px;z-index:5;margin:0;list-style:none;}.carousel-indicators li{display:block;float:left;width:10px;height:10px;margin-left:5px;text-indent:-999px;background-color:#ccc;background-color:rgba(255, 255, 255, 0.25);border-radius:5px;}
.carousel-indicators .active{background-color:#fff;}
.carousel-caption{position:absolute;left:0;right:0;bottom:0;padding:15px;background:#333333;background:rgba(0, 0, 0, 0.75);}
.carousel-caption h4,.carousel-caption p{color:#ffffff;line-height:20px;}
.carousel-caption h4{margin:0 0 5px;}
.carousel-caption p{margin-bottom:0;}
.hero-unit{padding:60px;margin-bottom:30px;font-size:18px;font-weight:200;line-height:30px;color:inherit;background-color:#eeeeee;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;}.hero-unit h1{margin-bottom:0;font-size:60px;line-height:1;color:inherit;letter-spacing:-1px;}
.hero-unit li{line-height:30px;}
.pull-right{float:right;}
.pull-left{float:left;}
.hide{display:none;}
.show{display:block;}
.invisible{visibility:hidden;}
.affix{position:fixed;}
.clearfix{*zoom:1;}.clearfix:before,.clearfix:after{display:table;content:"";line-height:0;}
.clearfix:after{clear:both;}
.hide-text{font:0/0 a;color:transparent;text-shadow:none;background-color:transparent;border:0;}
.input-block-level{display:block;width:100%;min-height:30px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;}
@-ms-viewport{width:device-width;}.hidden{display:none;visibility:hidden;}
.visible-phone{display:none !important;}
.visible-tablet{display:none !important;}
.hidden-desktop{display:none !important;}
.visible-desktop{display:inherit !important;}
@media (min-width:768px) and (max-width:979px){.hidden-desktop{display:inherit !important;} .visible-desktop{display:none !important ;} .visible-tablet{display:inherit !important;} .hidden-tablet{display:none !important;}}@media (max-width:767px){.hidden-desktop{display:inherit !important;} .visible-desktop{display:none !important;} .visible-phone{display:inherit !important;} .hidden-phone{display:none !important;}}.visible-print{display:none !important;}
@media print{.visible-print{display:inherit !important;} .hidden-print{display:none !important;}}@media (min-width:1200px){.row{margin-left:-30px;*zoom:1;}.row:before,.row:after{display:table;content:"";line-height:0;} .row:after{clear:both;} .row:before,.row:after{display:table;content:"";line-height:0;} .row:after{clear:both;} [class*="span"]{float:left;min-height:1px;margin-left:30px;} .container,.navbar-static-top .container,.navbar-fixed-top .container,.navbar-fixed-bottom .container{width:1170px;} .span12{width:1170px;} .span11{width:1070px;} .span10{width:970px;} .span9{width:870px;} .span8{width:770px;} .span7{width:670px;} .span6{width:570px;} .span5{width:470px;} .span4{width:370px;} .span3{width:270px;} .span2{width:170px;} .span1{width:70px;} .offset12{margin-left:1230px;} .offset11{margin-left:1130px;} .offset10{margin-left:1030px;} .offset9{margin-left:930px;} .offset8{margin-left:830px;} .offset7{margin-left:730px;} .offset6{margin-left:630px;} 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<h1 id="mining-the-social-web-2nd-edition">Mining the Social Web, 2nd Edition</h1>
<h2 id="chapter-2-mining-facebook-analyzing-fan-pages-examining-friendships-and-more">Chapter 2: Mining Facebook: Analyzing Fan Pages, Examining Friendships, and More</h2>
<p>This IPython Notebook provides an interactive way to follow along with and explore the numbered examples from <a href="http://bit.ly/135dHfs"><em>Mining the Social Web (2nd Edition)</em></a>. The intent behind this notebook is to reinforce the concepts from the sample code in a fun, convenient, and effective way. This notebook assumes that you are reading along with the book and have the context of the discussion as you work through these exercises.</p>
<p>In the somewhat unlikely event that you've somehow stumbled across this notebook outside of its context on GitHub, <a href="http://bit.ly/16kGNyb">you can find the full source code repository here</a>.</p>
<h2 id="copyright-and-licensing">Copyright and Licensing</h2>
<p>You are free to use or adapt this notebook for any purpose you'd like. However, please respect the <a href="https://github.com/ptwobrussell/Mining-the-Social-Web-2nd-Edition/blob/master/LICENSE.txt">Simplified BSD License</a> that governs its use.</p>
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<h1 id="facebook-api-access">Facebook API Access</h1>
<p>Facebook implements OAuth 2.0 as its standard authentication mechanism, but provides a convenient way for you to get an <em>access token</em> for development purposes, and we'll opt to take advantage of that convenience in this notebook. For details on implementing an OAuth flow with Facebook (all from within IPython Notebook), see the _AppendixB notebook from the <a href="/">IPython Notebook Dashboard</a>.</p>
<p>For this first example, login to your Facebook account and go to https://developers.facebook.com/tools/explorer/ to obtain and set permissions for an access token that you will need to define in the code cell defining the ACCESS_TOKEN variable below.</p>
<p>Be sure to explore the permissions that are available by clicking on the &quot;Get Access Token&quot; button that's on the page and exploring all of the tabs available. For example, you will need to set the &quot;friends_likes&quot; option under the &quot;Friends Data Permissions&quot; since this permission is used by the script below but is not a basic permission and is not enabled by default.</p>
<img src="../resources/ch02-facebook/images/FB_GraphExplorer_perms.png" width="300px" /><br />
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<div class="highlight"><pre><span class="c"># Copy and paste in the value you just got from the inline frame into this variable and execute this cell.</span>
<span class="c"># Keep in mind that you could have just gone to https://developers.facebook.com/tools/access_token/</span>
<span class="c"># and retrieved the &quot;User Token&quot; value from the Access Token Tool</span>

<span class="n">ACCESS_TOKEN</span> <span class="o">=</span> <span class="s">&#39;&#39;</span>
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<h2 id="Example-1.-Making-Graph-API-requests-over-HTTP">Example 1. Making Graph API requests over HTTP<a class="anchor-link" href="#Example-1.-Making-Graph-API-requests-over-HTTP">&#182;</a></h2>
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<div class="highlight"><pre><span class="kn">import</span> <span class="nn">requests</span> <span class="c"># pip install requests</span>
<span class="kn">import</span> <span class="nn">json</span>

<span class="n">base_url</span> <span class="o">=</span> <span class="s">&#39;https://graph.facebook.com/me&#39;</span>

<span class="c"># Get 10 likes for 10 friends</span>
<span class="n">fields</span> <span class="o">=</span> <span class="s">&#39;id,name,friends.limit(10).fields(likes.limit(10))&#39;</span>

<span class="n">url</span> <span class="o">=</span> <span class="s">&#39;</span><span class="si">%s</span><span class="s">?fields=</span><span class="si">%s</span><span class="s">&amp;access_token=</span><span class="si">%s</span><span class="s">&#39;</span> <span class="o">%</span> \
    <span class="p">(</span><span class="n">base_url</span><span class="p">,</span> <span class="n">fields</span><span class="p">,</span> <span class="n">ACCESS_TOKEN</span><span class="p">,)</span>

<span class="c"># This API is HTTP-based and could be requested in the browser,</span>
<span class="c"># with a command line utlity like curl, or using just about</span>
<span class="c"># any programming language by making a request to the URL.</span>
<span class="c"># Click the hyperlink that appears in your notebook output</span>
<span class="c"># when you execute this code cell to see for yourself...</span>
<span class="k">print</span> <span class="n">url</span>

<span class="c"># Interpret the response as JSON and convert back</span>
<span class="c"># to Python data structures</span>
<span class="n">content</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">url</span><span class="p">)</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>

<span class="c"># Pretty-print the JSON and display it</span>
<span class="k">print</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">content</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<p>Note: If you attempt to run a query for all of your friends' likes and it appears to hang, it is probably because you have a lot of friends who have a lot of likes. If this happens, you may need to add limits and offsets to the fields in the query as described in Facebook's <a href="https://developers.facebook.com/docs/reference/api/field_expansion/">field expansion</a> documentation. However, the <code>facebook</code> library that we'll use in the next example handles some of these issues, so it's recommended that you hold off and try it out first. This initial example is just to illustrate that Facebook's API is built on top of HTTP.</p>
<p>A couple of field limit/offset examples that illustrate the possibilities follow:</p>
<p><code> fields = 'id,name,friends.limit(10).fields(likes)' # Get all likes for 10 friends fields = 'id,name,friends.offset(10).limit(10).fields(likes)' # Get all likes for 10 more friends fields = 'id,name,friends.fields(likes.limit(10))' # Get 10 likes for all friends fields = 'id,name,friends.fields(likes.limit(10))' # Get 10 likes for all friends </code></p>
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<h2 id="Example-2.-Querying-the-Graph-API-with-Python">Example 2. Querying the Graph API with Python<a class="anchor-link" href="#Example-2.-Querying-the-Graph-API-with-Python">&#182;</a></h2>
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<div class="highlight"><pre><span class="kn">import</span> <span class="nn">facebook</span> <span class="c"># pip install facebook-sdk</span>
<span class="kn">import</span> <span class="nn">json</span>

<span class="c"># A helper function to pretty-print Python objects as JSON</span>

<span class="k">def</span> <span class="nf">pp</span><span class="p">(</span><span class="n">o</span><span class="p">):</span> 
    <span class="k">print</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c"># Create a connection to the Graph API with your access token</span>

<span class="n">g</span> <span class="o">=</span> <span class="n">facebook</span><span class="o">.</span><span class="n">GraphAPI</span><span class="p">(</span><span class="n">ACCESS_TOKEN</span><span class="p">)</span>

<span class="c"># Execute a few sample queries</span>

<span class="k">print</span> <span class="s">&#39;---------------&#39;</span>
<span class="k">print</span> <span class="s">&#39;Me&#39;</span>
<span class="k">print</span> <span class="s">&#39;---------------&#39;</span>
<span class="n">pp</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">get_object</span><span class="p">(</span><span class="s">&#39;me&#39;</span><span class="p">))</span>
<span class="k">print</span>
<span class="k">print</span> <span class="s">&#39;---------------&#39;</span>
<span class="k">print</span> <span class="s">&#39;My Friends&#39;</span>
<span class="k">print</span> <span class="s">&#39;---------------&#39;</span>
<span class="n">pp</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">get_connections</span><span class="p">(</span><span class="s">&#39;me&#39;</span><span class="p">,</span> <span class="s">&#39;friends&#39;</span><span class="p">))</span>
<span class="k">print</span>
<span class="k">print</span> <span class="s">&#39;---------------&#39;</span>
<span class="k">print</span> <span class="s">&#39;Social Web&#39;</span>
<span class="k">print</span> <span class="s">&#39;---------------&#39;</span>
<span class="n">pp</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">request</span><span class="p">(</span><span class="s">&quot;search&quot;</span><span class="p">,</span> <span class="p">{</span><span class="s">&#39;q&#39;</span> <span class="p">:</span> <span class="s">&#39;social web&#39;</span><span class="p">,</span> <span class="s">&#39;type&#39;</span> <span class="p">:</span> <span class="s">&#39;page&#39;</span><span class="p">}))</span>
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<h2 id="Example-3.-Results-for-a-Graph-API-query-for-Mining-the-Social-Web">Example 3. Results for a Graph API query for Mining the Social Web<a class="anchor-link" href="#Example-3.-Results-for-a-Graph-API-query-for-Mining-the-Social-Web">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># Get an instance of Mining the Social Web</span>
<span class="c"># Using the page name also works if you know it.</span>
<span class="c"># e.g. &#39;MiningTheSocialWeb&#39; or &#39;CrossFit&#39;</span>
<span class="n">mtsw_id</span> <span class="o">=</span> <span class="s">&#39;146803958708175&#39;</span>
<span class="n">pp</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">get_object</span><span class="p">(</span><span class="n">mtsw_id</span><span class="p">))</span>
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<h2 id="Example-4.-Querying-the-Graph-API-for-Open-Graph-objects-by-their-URLs">Example 4. Querying the Graph API for Open Graph objects by their URLs<a class="anchor-link" href="#Example-4.-Querying-the-Graph-API-for-Open-Graph-objects-by-their-URLs">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># MTSW catalog link</span>
<span class="n">pp</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">get_object</span><span class="p">(</span><span class="s">&#39;http://shop.oreilly.com/product/0636920030195.do&#39;</span><span class="p">))</span>

<span class="c"># PCI catalog link</span>
<span class="n">pp</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">get_object</span><span class="p">(</span><span class="s">&#39;http://shop.oreilly.com/product/9780596529321.do&#39;</span><span class="p">))</span>
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<h2 id="Example-5.-Comparing-likes-between-Coke-and-Pepsi-fan-pages">Example 5. Comparing likes between Coke and Pepsi fan pages<a class="anchor-link" href="#Example-5.-Comparing-likes-between-Coke-and-Pepsi-fan-pages">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># Find Pepsi and Coke in search results</span>

<span class="n">pp</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">request</span><span class="p">(</span><span class="s">&#39;search&#39;</span><span class="p">,</span> <span class="p">{</span><span class="s">&#39;q&#39;</span> <span class="p">:</span> <span class="s">&#39;pepsi&#39;</span><span class="p">,</span> <span class="s">&#39;type&#39;</span> <span class="p">:</span> <span class="s">&#39;page&#39;</span><span class="p">,</span> <span class="s">&#39;limit&#39;</span> <span class="p">:</span> <span class="mi">5</span><span class="p">}))</span>
<span class="n">pp</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">request</span><span class="p">(</span><span class="s">&#39;search&#39;</span><span class="p">,</span> <span class="p">{</span><span class="s">&#39;q&#39;</span> <span class="p">:</span> <span class="s">&#39;coke&#39;</span><span class="p">,</span> <span class="s">&#39;type&#39;</span> <span class="p">:</span> <span class="s">&#39;page&#39;</span><span class="p">,</span> <span class="s">&#39;limit&#39;</span> <span class="p">:</span> <span class="mi">5</span><span class="p">}))</span>

<span class="c"># Use the ids to query for likes</span>

<span class="n">pepsi_id</span> <span class="o">=</span> <span class="s">&#39;56381779049&#39;</span> <span class="c"># Could also use &#39;PepsiUS&#39;</span>
<span class="n">coke_id</span> <span class="o">=</span> <span class="s">&#39;40796308305&#39;</span>  <span class="c"># Could also use &#39;CocaCola&#39;</span>

<span class="c"># A quick way to format integers with commas every 3 digits</span>
<span class="k">def</span> <span class="nf">int_format</span><span class="p">(</span><span class="n">n</span><span class="p">):</span> <span class="k">return</span> <span class="s">&quot;{:,}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>

<span class="k">print</span> <span class="s">&quot;Pepsi likes:&quot;</span><span class="p">,</span> <span class="n">int_format</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">get_object</span><span class="p">(</span><span class="n">pepsi_id</span><span class="p">)[</span><span class="s">&#39;likes&#39;</span><span class="p">])</span>
<span class="k">print</span> <span class="s">&quot;Coke likes:&quot;</span><span class="p">,</span> <span class="n">int_format</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">get_object</span><span class="p">(</span><span class="n">coke_id</span><span class="p">)[</span><span class="s">&#39;likes&#39;</span><span class="p">])</span>
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<h2 id="Example-6.-Querying-a-page-for-its-&quot;feed&quot;-and-&quot;links&quot;-connections">Example 6. Querying a page for its "feed" and "links" connections<a class="anchor-link" href="#Example-6.-Querying-a-page-for-its-&quot;feed&quot;-and-&quot;links&quot;-connections">&#182;</a></h2>
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<div class="highlight"><pre><span class="n">pp</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">get_connections</span><span class="p">(</span><span class="n">pepsi_id</span><span class="p">,</span> <span class="s">&#39;feed&#39;</span><span class="p">))</span>
<span class="n">pp</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">get_connections</span><span class="p">(</span><span class="n">pepsi_id</span><span class="p">,</span> <span class="s">&#39;links&#39;</span><span class="p">))</span>

<span class="n">pp</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">get_connections</span><span class="p">(</span><span class="n">coke_id</span><span class="p">,</span> <span class="s">&#39;feed&#39;</span><span class="p">))</span>
<span class="n">pp</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">get_connections</span><span class="p">(</span><span class="n">coke_id</span><span class="p">,</span> <span class="s">&#39;links&#39;</span><span class="p">))</span>
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<h2 id="Example-7.-Querying-for-all-of-your-friends'-likes">Example 7. Querying for all of your friends' likes<a class="anchor-link" href="#Example-7.-Querying-for-all-of-your-friends'-likes">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># First, let&#39;s query for all of the likes in your social</span>
<span class="c"># network and store them in a slightly more convenient</span>
<span class="c"># data structure as a dictionary keyed on each friend&#39;s</span>
<span class="c"># name. We&#39;ll use a dictionary comprehension to iterate</span>
<span class="c"># over the friends and build up the likes in an intuitive</span>
<span class="c"># way, although the new &quot;field expansion&quot; feature could </span>
<span class="c"># technically do the job in one fell swoop as follows:</span>
<span class="c">#</span>
<span class="c"># g.get_object(&#39;me&#39;, fields=&#39;id,name,friends.fields(id,name,likes)&#39;)</span>
<span class="c">#</span>
<span class="c"># See Appendix C for more information on Python tips such as</span>
<span class="c"># dictionary comprehensions</span>

<span class="n">friends</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">get_connections</span><span class="p">(</span><span class="s">&quot;me&quot;</span><span class="p">,</span> <span class="s">&quot;friends&quot;</span><span class="p">)[</span><span class="s">&#39;data&#39;</span><span class="p">]</span>

<span class="n">likes</span> <span class="o">=</span> <span class="p">{</span> <span class="n">friend</span><span class="p">[</span><span class="s">&#39;name&#39;</span><span class="p">]</span> <span class="p">:</span> <span class="n">g</span><span class="o">.</span><span class="n">get_connections</span><span class="p">(</span><span class="n">friend</span><span class="p">[</span><span class="s">&#39;id&#39;</span><span class="p">],</span> <span class="s">&quot;likes&quot;</span><span class="p">)[</span><span class="s">&#39;data&#39;</span><span class="p">]</span> 
          <span class="k">for</span> <span class="n">friend</span> <span class="ow">in</span> <span class="n">friends</span> <span class="p">}</span>

<span class="k">print</span> <span class="n">likes</span>
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<h2 id="Example-8.-Calculating-the-most-popular-likes-among-your-friends">Example 8. Calculating the most popular likes among your friends<a class="anchor-link" href="#Example-8.-Calculating-the-most-popular-likes-among-your-friends">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># Analyze all likes from friendships for frequency</span>

<span class="c"># pip install prettytable</span>
<span class="kn">from</span> <span class="nn">prettytable</span> <span class="kn">import</span> <span class="n">PrettyTable</span>
<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>
<span class="n">friends_likes</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">([</span><span class="n">like</span><span class="p">[</span><span class="s">&#39;name&#39;</span><span class="p">]</span>
                         <span class="k">for</span> <span class="n">friend</span> <span class="ow">in</span> <span class="n">likes</span> 
                           <span class="k">for</span> <span class="n">like</span> <span class="ow">in</span> <span class="n">likes</span><span class="p">[</span><span class="n">friend</span><span class="p">]</span>
                               <span class="k">if</span> <span class="n">like</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s">&#39;name&#39;</span><span class="p">)])</span>

<span class="n">pt</span> <span class="o">=</span> <span class="n">PrettyTable</span><span class="p">(</span><span class="n">field_names</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;Name&#39;</span><span class="p">,</span> <span class="s">&#39;Freq&#39;</span><span class="p">])</span>
<span class="n">pt</span><span class="o">.</span><span class="n">align</span><span class="p">[</span><span class="s">&#39;Name&#39;</span><span class="p">],</span> <span class="n">pt</span><span class="o">.</span><span class="n">align</span><span class="p">[</span><span class="s">&#39;Freq&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s">&#39;l&#39;</span><span class="p">,</span> <span class="s">&#39;r&#39;</span>
<span class="p">[</span> <span class="n">pt</span><span class="o">.</span><span class="n">add_row</span><span class="p">(</span><span class="n">fl</span><span class="p">)</span> <span class="k">for</span> <span class="n">fl</span> <span class="ow">in</span> <span class="n">friends_likes</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span> <span class="p">]</span>

<span class="k">print</span> <span class="s">&#39;Top 10 likes amongst friends&#39;</span>
<span class="k">print</span> <span class="n">pt</span>
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<h2 id="Example-9.-Calculating-the-most-popular-categories-for-likes-among-your-friends">Example 9. Calculating the most popular categories for likes among your friends<a class="anchor-link" href="#Example-9.-Calculating-the-most-popular-categories-for-likes-among-your-friends">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># Analyze all like categories by frequency</span>

<span class="n">friends_likes_categories</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">([</span><span class="n">like</span><span class="p">[</span><span class="s">&#39;category&#39;</span><span class="p">]</span> 
                                    <span class="k">for</span> <span class="n">friend</span> <span class="ow">in</span> <span class="n">likes</span> 
                                      <span class="k">for</span> <span class="n">like</span> <span class="ow">in</span> <span class="n">likes</span><span class="p">[</span><span class="n">friend</span><span class="p">]])</span>

<span class="n">pt</span> <span class="o">=</span> <span class="n">PrettyTable</span><span class="p">(</span><span class="n">field_names</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;Category&#39;</span><span class="p">,</span> <span class="s">&#39;Freq&#39;</span><span class="p">])</span>
<span class="n">pt</span><span class="o">.</span><span class="n">align</span><span class="p">[</span><span class="s">&#39;Category&#39;</span><span class="p">],</span> <span class="n">pt</span><span class="o">.</span><span class="n">align</span><span class="p">[</span><span class="s">&#39;Freq&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s">&#39;l&#39;</span><span class="p">,</span> <span class="s">&#39;r&#39;</span>
<span class="p">[</span> <span class="n">pt</span><span class="o">.</span><span class="n">add_row</span><span class="p">(</span><span class="n">flc</span><span class="p">)</span> <span class="k">for</span> <span class="n">flc</span> <span class="ow">in</span> <span class="n">friends_likes_categories</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span> <span class="p">]</span>

<span class="k">print</span> <span class="s">&quot;Top 10 like categories for friends&quot;</span>
<span class="k">print</span> <span class="n">pt</span>
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<h2 id="Example-10.-Calculating-the-number-of-likes-for-each-friend-and-sorting-by-frequency">Example 10. Calculating the number of likes for each friend and sorting by frequency<a class="anchor-link" href="#Example-10.-Calculating-the-number-of-likes-for-each-friend-and-sorting-by-frequency">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># Build a frequency distribution of number of likes by </span>
<span class="c"># friend with a dictionary comprehension and sort it in </span>
<span class="c"># descending order</span>

<span class="kn">from</span> <span class="nn">operator</span> <span class="kn">import</span> <span class="n">itemgetter</span>

<span class="n">num_likes_by_friend</span> <span class="o">=</span> <span class="p">{</span> <span class="n">friend</span> <span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">likes</span><span class="p">[</span><span class="n">friend</span><span class="p">])</span> 
                        <span class="k">for</span> <span class="n">friend</span> <span class="ow">in</span> <span class="n">likes</span> <span class="p">}</span>


<span class="n">pt</span> <span class="o">=</span> <span class="n">PrettyTable</span><span class="p">(</span><span class="n">field_names</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;Friend&#39;</span><span class="p">,</span> <span class="s">&#39;Num Likes&#39;</span><span class="p">])</span>
<span class="n">pt</span><span class="o">.</span><span class="n">align</span><span class="p">[</span><span class="s">&#39;Friend&#39;</span><span class="p">],</span> <span class="n">pt</span><span class="o">.</span><span class="n">align</span><span class="p">[</span><span class="s">&#39;Num Likes&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s">&#39;l&#39;</span><span class="p">,</span> <span class="s">&#39;r&#39;</span>
<span class="p">[</span> <span class="n">pt</span><span class="o">.</span><span class="n">add_row</span><span class="p">(</span><span class="n">nlbf</span><span class="p">)</span> 
  <span class="k">for</span> <span class="n">nlbf</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">num_likes_by_friend</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> 
                     <span class="n">key</span><span class="o">=</span><span class="n">itemgetter</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span> 
                     <span class="n">reverse</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span> <span class="p">]</span>

<span class="k">print</span> <span class="s">&quot;Number of likes per friend&quot;</span>
<span class="k">print</span> <span class="n">pt</span>
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<h2 id="Example-11.-Finding-common-likes-between-an-ego-and-its-friendships-in-a-social-network">Example 11. Finding common likes between an ego and its friendships in a social network<a class="anchor-link" href="#Example-11.-Finding-common-likes-between-an-ego-and-its-friendships-in-a-social-network">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># Which of your likes are in common with which friends?</span>
<span class="n">my_likes</span> <span class="o">=</span> <span class="p">[</span> <span class="n">like</span><span class="p">[</span><span class="s">&#39;name&#39;</span><span class="p">]</span> 
             <span class="k">for</span> <span class="n">like</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">get_connections</span><span class="p">(</span><span class="s">&quot;me&quot;</span><span class="p">,</span> <span class="s">&quot;likes&quot;</span><span class="p">)[</span><span class="s">&#39;data&#39;</span><span class="p">]</span> <span class="p">]</span>

<span class="n">pt</span> <span class="o">=</span> <span class="n">PrettyTable</span><span class="p">(</span><span class="n">field_names</span><span class="o">=</span><span class="p">[</span><span class="s">&quot;Name&quot;</span><span class="p">])</span>
<span class="n">pt</span><span class="o">.</span><span class="n">align</span> <span class="o">=</span> <span class="s">&#39;l&#39;</span>
<span class="p">[</span> <span class="n">pt</span><span class="o">.</span><span class="n">add_row</span><span class="p">((</span><span class="n">ml</span><span class="p">,))</span> <span class="k">for</span> <span class="n">ml</span> <span class="ow">in</span> <span class="n">my_likes</span> <span class="p">]</span>
<span class="k">print</span> <span class="s">&quot;My likes&quot;</span>
<span class="k">print</span> <span class="n">pt</span>

<span class="c"># Use the set intersection as represented by the ampersand</span>
<span class="c"># operator to find common likes.</span>

<span class="n">common_likes</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">my_likes</span><span class="p">)</span> <span class="o">&amp;</span> <span class="nb">set</span><span class="p">(</span><span class="n">friends_likes</span><span class="p">))</span>

<span class="n">pt</span> <span class="o">=</span> <span class="n">PrettyTable</span><span class="p">(</span><span class="n">field_names</span><span class="o">=</span><span class="p">[</span><span class="s">&quot;Name&quot;</span><span class="p">])</span>
<span class="n">pt</span><span class="o">.</span><span class="n">align</span> <span class="o">=</span> <span class="s">&#39;l&#39;</span>
<span class="p">[</span> <span class="n">pt</span><span class="o">.</span><span class="n">add_row</span><span class="p">((</span><span class="n">cl</span><span class="p">,))</span> <span class="k">for</span> <span class="n">cl</span> <span class="ow">in</span> <span class="n">common_likes</span> <span class="p">]</span>
<span class="k">print</span>
<span class="k">print</span> <span class="s">&quot;My common likes with friends&quot;</span>
<span class="k">print</span> <span class="n">pt</span>
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<h2 id="Example-12.-Calculating-the-friends-most-similar-to-an-ego-in-a-social-network">Example 12. Calculating the friends most similar to an ego in a social network<a class="anchor-link" href="#Example-12.-Calculating-the-friends-most-similar-to-an-ego-in-a-social-network">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># Which of your friends like things that you like?</span>

<span class="n">similar_friends</span> <span class="o">=</span> <span class="p">[</span> <span class="p">(</span><span class="n">friend</span><span class="p">,</span> <span class="n">friend_like</span><span class="p">[</span><span class="s">&#39;name&#39;</span><span class="p">])</span> 
                     <span class="k">for</span> <span class="n">friend</span><span class="p">,</span> <span class="n">friend_likes</span> <span class="ow">in</span> <span class="n">likes</span><span class="o">.</span><span class="n">items</span><span class="p">()</span>
                       <span class="k">for</span> <span class="n">friend_like</span> <span class="ow">in</span> <span class="n">friend_likes</span>
                         <span class="k">if</span> <span class="n">friend_like</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s">&#39;name&#39;</span><span class="p">)</span> <span class="ow">in</span> <span class="n">common_likes</span> <span class="p">]</span>


<span class="c"># Filter out any possible duplicates that could occur</span>

<span class="n">ranked_friends</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">([</span> <span class="n">friend</span> <span class="k">for</span> <span class="p">(</span><span class="n">friend</span><span class="p">,</span> <span class="n">like</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">similar_friends</span><span class="p">))</span> <span class="p">])</span>


<span class="n">pt</span> <span class="o">=</span> <span class="n">PrettyTable</span><span class="p">(</span><span class="n">field_names</span><span class="o">=</span><span class="p">[</span><span class="s">&quot;Friend&quot;</span><span class="p">,</span> <span class="s">&quot;Common Likes&quot;</span><span class="p">])</span>
<span class="n">pt</span><span class="o">.</span><span class="n">align</span><span class="p">[</span><span class="s">&quot;Friend&quot;</span><span class="p">],</span> <span class="n">pt</span><span class="o">.</span><span class="n">align</span><span class="p">[</span><span class="s">&quot;Common Likes&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s">&#39;l&#39;</span><span class="p">,</span> <span class="s">&#39;r&#39;</span>
<span class="p">[</span> <span class="n">pt</span><span class="o">.</span><span class="n">add_row</span><span class="p">(</span><span class="n">rf</span><span class="p">)</span> 
  <span class="k">for</span> <span class="n">rf</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">ranked_friends</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> 
                   <span class="n">key</span><span class="o">=</span><span class="n">itemgetter</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span> 
                   <span class="n">reverse</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span> <span class="p">]</span>
<span class="k">print</span> <span class="s">&quot;My similar friends (ranked)&quot;</span>
<span class="k">print</span> <span class="n">pt</span>

<span class="c"># Also keep in mind that you have the full range of plotting</span>
<span class="c"># capabilities available to you. A quick histogram that shows</span>
<span class="c"># how many friends.</span>

<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">ranked_friends</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;Bins (number of friends with shared likes)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Number of shared likes in each bin&#39;</span><span class="p">)</span>

<span class="c"># Keep in mind that you can customize the binning</span>
<span class="c"># as desired. See http://matplotlib.org/api/pyplot_api.html</span>

<span class="c"># For example...</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span> <span class="c"># Display the previous plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">ranked_friends</span><span class="o">.</span><span class="n">values</span><span class="p">(),</span>
          <span class="n">bins</span><span class="o">=</span><span class="n">arange</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="nb">max</span><span class="p">(</span><span class="n">ranked_friends</span><span class="o">.</span><span class="n">values</span><span class="p">()),</span><span class="mi">1</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;Bins (number of friends with shared likes)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Number of shared likes in each bin&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span> <span class="c"># Display the working plot</span>
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<h2 id="Example-13.-Constructing-a-graph-of-mutual-friendships">Example 13. Constructing a graph of mutual friendships<a class="anchor-link" href="#Example-13.-Constructing-a-graph-of-mutual-friendships">&#182;</a></h2>
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<div class="highlight"><pre><span class="kn">import</span> <span class="nn">networkx</span> <span class="kn">as</span> <span class="nn">nx</span> <span class="c"># pip install networkx</span>
<span class="kn">import</span> <span class="nn">requests</span> <span class="c"># pip install requests</span>

<span class="n">friends</span> <span class="o">=</span> <span class="p">[</span> <span class="p">(</span><span class="n">friend</span><span class="p">[</span><span class="s">&#39;id&#39;</span><span class="p">],</span> <span class="n">friend</span><span class="p">[</span><span class="s">&#39;name&#39;</span><span class="p">],)</span>
                <span class="k">for</span> <span class="n">friend</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">get_connections</span><span class="p">(</span><span class="s">&#39;me&#39;</span><span class="p">,</span> <span class="s">&#39;friends&#39;</span><span class="p">)[</span><span class="s">&#39;data&#39;</span><span class="p">]</span> <span class="p">]</span>

<span class="n">url</span> <span class="o">=</span> <span class="s">&#39;https://graph.facebook.com/me/mutualfriends/</span><span class="si">%s</span><span class="s">?access_token=</span><span class="si">%s</span><span class="s">&#39;</span>

<span class="n">mutual_friends</span> <span class="o">=</span> <span class="p">{}</span> 

<span class="c"># This loop spawns a separate request for each iteration, so</span>
<span class="c"># it may take a while. Optimization with a thread pool or similar</span>
<span class="c"># technique would be possible.</span>
<span class="k">for</span> <span class="n">friend_id</span><span class="p">,</span> <span class="n">friend_name</span> <span class="ow">in</span> <span class="n">friends</span><span class="p">:</span>
    <span class="n">r</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">url</span> <span class="o">%</span> <span class="p">(</span><span class="n">friend_id</span><span class="p">,</span> <span class="n">ACCESS_TOKEN</span><span class="p">,)</span> <span class="p">)</span>
    <span class="n">response_data</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">r</span><span class="o">.</span><span class="n">content</span><span class="p">)[</span><span class="s">&#39;data&#39;</span><span class="p">]</span>
    <span class="n">mutual_friends</span><span class="p">[</span><span class="n">friend_name</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span> <span class="n">data</span><span class="p">[</span><span class="s">&#39;name&#39;</span><span class="p">]</span> 
                                    <span class="k">for</span> <span class="n">data</span> <span class="ow">in</span> <span class="n">response_data</span> <span class="p">]</span>
    
<span class="n">nxg</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">Graph</span><span class="p">()</span>

<span class="p">[</span> <span class="n">nxg</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="s">&#39;me&#39;</span><span class="p">,</span> <span class="n">mf</span><span class="p">)</span> <span class="k">for</span> <span class="n">mf</span> <span class="ow">in</span> <span class="n">mutual_friends</span> <span class="p">]</span>

<span class="p">[</span> <span class="n">nxg</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">f1</span><span class="p">,</span> <span class="n">f2</span><span class="p">)</span> 
  <span class="k">for</span> <span class="n">f1</span> <span class="ow">in</span> <span class="n">mutual_friends</span> 
      <span class="k">for</span> <span class="n">f2</span> <span class="ow">in</span> <span class="n">mutual_friends</span><span class="p">[</span><span class="n">f1</span><span class="p">]</span> <span class="p">]</span>

<span class="c"># Explore what&#39;s possible to do with the graph by </span>
<span class="c"># typing nxg.&lt;tab&gt; or executing a new cell with </span>
<span class="c"># the following value in it to see some pydoc on nxg</span>
<span class="k">print</span> <span class="n">nxg</span>
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<h2 id="Example-14.-Finding-and-analyzing-cliques-in-a-graph-of-mutual-friendships">Example 14. Finding and analyzing cliques in a graph of mutual friendships<a class="anchor-link" href="#Example-14.-Finding-and-analyzing-cliques-in-a-graph-of-mutual-friendships">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># Finding cliques is a hard problem, so this could</span>
<span class="c"># take a while for large graphs.</span>
<span class="c"># See http://en.wikipedia.org/wiki/NP-complete and </span>
<span class="c"># http://en.wikipedia.org/wiki/Clique_problem.</span>

<span class="n">cliques</span> <span class="o">=</span> <span class="p">[</span><span class="n">c</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">nx</span><span class="o">.</span><span class="n">find_cliques</span><span class="p">(</span><span class="n">nxg</span><span class="p">)]</span>

<span class="n">num_cliques</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">cliques</span><span class="p">)</span>

<span class="n">clique_sizes</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">c</span><span class="p">)</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">cliques</span><span class="p">]</span>
<span class="n">max_clique_size</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">clique_sizes</span><span class="p">)</span>
<span class="n">avg_clique_size</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">clique_sizes</span><span class="p">)</span> <span class="o">/</span> <span class="n">num_cliques</span>

<span class="n">max_cliques</span> <span class="o">=</span> <span class="p">[</span><span class="n">c</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">cliques</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">c</span><span class="p">)</span> <span class="o">==</span> <span class="n">max_clique_size</span><span class="p">]</span>

<span class="n">num_max_cliques</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">max_cliques</span><span class="p">)</span>

<span class="n">max_clique_sets</span> <span class="o">=</span> <span class="p">[</span><span class="nb">set</span><span class="p">(</span><span class="n">c</span><span class="p">)</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">max_cliques</span><span class="p">]</span>
<span class="n">friends_in_all_max_cliques</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">reduce</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">y</span><span class="p">),</span>
                                  <span class="n">max_clique_sets</span><span class="p">))</span>

<span class="k">print</span> <span class="s">&#39;Num cliques:&#39;</span><span class="p">,</span> <span class="n">num_cliques</span>
<span class="k">print</span> <span class="s">&#39;Avg clique size:&#39;</span><span class="p">,</span> <span class="n">avg_clique_size</span>
<span class="k">print</span> <span class="s">&#39;Max clique size:&#39;</span><span class="p">,</span> <span class="n">max_clique_size</span>
<span class="k">print</span> <span class="s">&#39;Num max cliques:&#39;</span><span class="p">,</span> <span class="n">num_max_cliques</span>
<span class="k">print</span>
<span class="k">print</span> <span class="s">&#39;Friends in all max cliques:&#39;</span>
<span class="k">print</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">friends_in_all_max_cliques</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="k">print</span>
<span class="k">print</span> <span class="s">&#39;Max cliques:&#39;</span>
<span class="k">print</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">max_cliques</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<h2 id="Example-15.-Serializing-a-NetworkX-graph-to-a-file-for-consumption-by-D3">Example 15. Serializing a NetworkX graph to a file for consumption by D3<a class="anchor-link" href="#Example-15.-Serializing-a-NetworkX-graph-to-a-file-for-consumption-by-D3">&#182;</a></h2>
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<div class="highlight"><pre><span class="kn">from</span> <span class="nn">networkx.readwrite</span> <span class="kn">import</span> <span class="n">json_graph</span>

<span class="n">nld</span> <span class="o">=</span> <span class="n">json_graph</span><span class="o">.</span><span class="n">node_link_data</span><span class="p">(</span><span class="n">nxg</span><span class="p">)</span>

<span class="n">json</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">nld</span><span class="p">,</span> <span class="nb">open</span><span class="p">(</span><span class="s">&#39;resources/ch02-facebook/viz/force.json&#39;</span><span class="p">,</span><span class="s">&#39;w&#39;</span><span class="p">))</span>
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<p>Note: You may need to implement some filtering on the NetworkX graph before writing it out to a file for display in D3, and for more than dozens of nodes, it may not be reasonable to render a meaningful visualization without some JavaScript hacking on its parameters. View the JavaScript source in <a href="resources/ch02-facebook/viz/force.html">force.html</a> for some of the details.</p>
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<h2 id="Example-16.-Visualizing-a-mutual-friendship-graph-with-D3">Example 16. Visualizing a mutual friendship graph with D3<a class="anchor-link" href="#Example-16.-Visualizing-a-mutual-friendship-graph-with-D3">&#182;</a></h2>
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<div class="highlight"><pre><span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">IFrame</span>
<span class="kn">from</span> <span class="nn">IPython.core.display</span> <span class="kn">import</span> <span class="n">display</span>

<span class="c"># IPython Notebook can serve files and display them into</span>
<span class="c"># inline frames. Prepend the path with the &#39;files&#39; prefix.</span>

<span class="n">viz_file</span> <span class="o">=</span> <span class="s">&#39;files/resources/ch02-facebook/viz/force.html&#39;</span>

<span class="n">display</span><span class="p">(</span><span class="n">IFrame</span><span class="p">(</span><span class="n">viz_file</span><span class="p">,</span> <span class="s">&#39;100%&#39;</span><span class="p">,</span> <span class="s">&#39;600px&#39;</span><span class="p">))</span>
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